Efficient image matching using weighted voting | |
Yuan, Yuan1![]() | |
作者部门 | 光学影像分析与学习中心 |
2012-03-01 | |
发表期刊 | PATTERN RECOGNITION LETTERS
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ISSN | 0167-8655 |
卷号 | 33期号:4页码:471-475 |
产权排序 | 1 |
摘要 | Spectral decomposition subject to pairwise geometric constraints is one of the most successful image matching (correspondence establishment) methods which is widely used in image retrieval, recognition, registration, and stitching. When the number of candidate correspondences is large, the eigen-decomposition of the affinity matrix is time consuming and therefore is not suitable for real-time computer vision. To overcome the drawback, in this letter we propose to treat each candidate correspondence not only as a candidate but also as a voter. As a voter, it gives voting scores to other candidate correspondences. Based on the voting scores, the optimal correspondences are computed by simple addition and ranking operations. Experimental results on real-data demonstrate that the proposed method is more than one hundred times faster than the classical spectral method while does not decrease the matching accuracy. |
文章类型 | Article |
关键词 | Image Matching Spectral Technique Correspondence Establishment Weighted Voting |
学科领域 | 物理科学和化学 |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1016/j.patrec.2011.02.008 |
收录类别 | SCI ; EI |
关键词[WOS] | RELEVANCE FEEDBACK ; SUBSPACE |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000300868400012 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/10563 |
专题 | 光谱成像技术研究室 |
作者单位 | 1.Chinese Acad Sci, Ctr Opt IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China 2.Tianjin Univ, Sch Elect Informat Engn, Tianjin 300072, Peoples R China 3.Nokia Res Ctr, Beijing 100176, Peoples R China |
推荐引用方式 GB/T 7714 | Yuan, Yuan,Pang, Yanwei,Wang, Kongqiao,et al. Efficient image matching using weighted voting[J]. PATTERN RECOGNITION LETTERS,2012,33(4):471-475. |
APA | Yuan, Yuan,Pang, Yanwei,Wang, Kongqiao,&Shang, Mianyou.(2012).Efficient image matching using weighted voting.PATTERN RECOGNITION LETTERS,33(4),471-475. |
MLA | Yuan, Yuan,et al."Efficient image matching using weighted voting".PATTERN RECOGNITION LETTERS 33.4(2012):471-475. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Efficient image matc(762KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY | 请求全文 |
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